Library / First Principles Framework (FPF) - Core Conceptual Specification
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Source changed 2026-10-03 11:52:20 UTC · snapshot created 2026-10-03 11:53:41 UTC · last check 2026-10-03 12:00:09 UTC

E.8.ECSPF:6 - Bias-Annotation

Evaluation-characteristic-space patterns are vulnerable to domain-example bias: the first examples can silently choose the evaluated object kind, use, and value family for later readers. A conforming publication form names known skew in examples, sources, reader family, domain tradition, measurement preference, benchmark preference, or FPF-internal reuse. When the evaluation claims broad use, the case bank must include heterogeneous evaluated object situations or explicitly narrow the claim.